Table 7. Comparative performance metrics of object detection models used in sports applications.
| Model | Avg accuracy (%) | Avg inference time (ms) | Precision (%) | Recall (%) | F1-score (%) |
|---|---|---|---|---|---|
| YOLO (various versions) | 85 | 20 | 84 | 82 | 83 |
| SSD | 78 | 25 | 76 | 75 | 75 |
| Faster R-CNN | 90 | 100 | 89 | 91 | 90 |
| Mask R-CNN | 92 | 120 | 91 | 92 | 91 |
| RetinaNet | 87 | 60 | 85 | 83 | 84 |
| Traditional CV/ML | 70 | 15 | 65 | 60 | 62 |